Machine Learning Engineer Nanodegree

Dog Breed Classifier

Deep Learning (Supervised): Computer Vision, Classification
Algorithm: Convolutional Neural Network (CNN)
Performance Metric: Categorical Crossentropy
Stack: Python, TensorFlow, Keras

Creating Customer Segments

Machine Learning (Unsupervised): Clustering
Algorithm: PCA, Gaussian Mixture
Performance Metric: Silhouette Score
Stack: Python, Sklearn

Finding Charity Donors

Machine Learning (Supervised): Classification
Algorithm: Gradient Boosting Classifier
Performance Metric: fbeta_score
Stack: Python, SKlearn

Boston Housing Prices

Machine Learning (Supervised): Regression
Algorithm: Decision Tree Regressor
Performance Metric: r2_score
Stack: Python, Sklearn